How to make a fair comparison of a convolutional neural network (cNN) vs a mutlilayer perceptron (MLP)?
The best best way to monitor an architectures performance would be comparing the resource utilization, model accuracy, value loss and confusion matrix.

e.g VGG16 consumes less system resources in comparison to inception V3


There is an article that goes in depth.